Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "8" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 81 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 78 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459898 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.299193 | -1.239691 | -0.757378 | -0.363547 | -0.546120 | 0.613617 | 7.043016 | 0.968094 | 0.6549 | 0.6635 | 0.3925 | nan | nan |
| 2459897 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.529367 | -1.154617 | -0.861691 | -0.268392 | -0.590273 | 0.644040 | 6.655339 | 1.159983 | 0.6551 | 0.6648 | 0.3938 | nan | nan |
| 2459896 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.677402 | -1.350852 | -0.742658 | -0.404484 | -1.305335 | 0.031335 | 2.310531 | 0.957428 | 0.6575 | 0.6708 | 0.3919 | nan | nan |
| 2459894 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.725549 | -1.551079 | -0.788875 | -0.271394 | -0.652151 | 0.528239 | 5.530972 | 0.409813 | 0.6728 | 0.6731 | 0.3756 | nan | nan |
| 2459893 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.605250 | -1.415339 | -0.726738 | -0.069518 | -0.613080 | 0.726619 | 4.925247 | 1.290101 | 0.6703 | 0.6734 | 0.3787 | nan | nan |
| 2459892 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.875834 | 4.175800 | 3.567336 | 3.437082 | 2.708433 | 2.907395 | -0.626833 | -3.072933 | 0.6581 | 0.6641 | 0.3742 | nan | nan |
| 2459891 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.274421 | -1.337441 | -0.898311 | -0.106534 | -1.264912 | 0.382039 | 6.082326 | 0.713334 | 0.6591 | 0.6661 | 0.3841 | nan | nan |
| 2459890 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.202983 | -1.543071 | -0.686274 | -0.278495 | -0.462940 | 0.302827 | 2.635365 | 0.201247 | 0.6618 | 0.6624 | 0.3839 | nan | nan |
| 2459889 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.242672 | -1.630210 | -1.013145 | -0.216457 | -0.592919 | -0.182831 | 5.814225 | 0.829423 | 0.6717 | 0.6673 | 0.3796 | nan | nan |
| 2459888 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.112850 | -1.471190 | -0.757313 | -0.265640 | -0.365535 | 0.562502 | 2.371352 | 1.226182 | 0.6846 | 0.6843 | 0.3770 | nan | nan |
| 2459887 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.523776 | -1.478264 | -0.630097 | -0.395199 | -0.816566 | 0.506677 | 2.318422 | 0.654613 | 0.6703 | 0.6678 | 0.3846 | nan | nan |
| 2459886 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.034996 | 3.361676 | 3.349030 | 3.500916 | 3.346933 | 4.442458 | 1.478894 | 1.263200 | 0.7248 | 0.7108 | 0.3506 | nan | nan |
| 2459885 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.345781 | -1.463466 | 1.551542 | 0.651830 | -0.081069 | -0.546536 | 1.720940 | -0.190979 | 0.7145 | 0.7021 | 0.3550 | nan | nan |
| 2459884 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.062851 | -1.220034 | -0.688185 | -0.358868 | -0.381460 | -0.037948 | 3.844695 | 0.737258 | 0.6690 | 0.6622 | 0.3855 | nan | nan |
| 2459883 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.628333 | -0.621690 | 0.793692 | 0.656117 | -0.814475 | -0.492928 | 13.254660 | 3.801362 | 0.6729 | 0.6708 | 0.3762 | nan | nan |
| 2459882 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.120921 | -1.165080 | 0.530127 | -0.009709 | -0.279599 | -0.501412 | 5.579721 | 1.451499 | 0.6745 | 0.6700 | 0.3743 | nan | nan |
| 2459881 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.037592 | -0.715956 | 1.218533 | 0.671734 | -0.705029 | -0.254453 | 18.162034 | 2.701269 | 0.7126 | 0.7149 | 0.3238 | nan | nan |
| 2459880 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.812426 | -0.959810 | 0.448612 | 0.393299 | -0.393868 | -0.281781 | 7.045885 | 1.724783 | 0.6676 | 0.6679 | 0.3859 | nan | nan |
| 2459879 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.248846 | 2.340762 | 1.453347 | 1.544713 | -1.038313 | -0.886862 | -1.614039 | -3.703245 | 0.6475 | 0.6538 | 0.3971 | nan | nan |
| 2459878 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.292726 | -0.960476 | 0.839873 | 0.796323 | -0.756622 | -0.600277 | 10.617795 | 2.638457 | 0.6596 | 0.6717 | 0.3933 | nan | nan |
| 2459876 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.466127 | 6.371661 | 35.009972 | 36.077309 | 17.869167 | 29.051426 | -0.788618 | -5.427163 | 0.6806 | 0.6602 | 0.3818 | nan | nan |
| 2459875 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.233547 | 1.156451 | 1.482093 | 0.536057 | 0.111981 | -0.289321 | 3.200391 | 0.476826 | 0.6937 | 0.6821 | 0.3897 | nan | nan |
| 2459874 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.701132 | 2.185363 | 0.381414 | -0.364015 | 0.478701 | 0.211922 | 10.159575 | 1.644546 | 0.6851 | 0.6590 | 0.3765 | nan | nan |
| 2459873 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.966721 | 1.410702 | 0.777498 | -0.329518 | -0.440171 | -0.566275 | 3.701449 | -0.009963 | 0.6916 | 0.6567 | 0.3768 | nan | nan |
| 2459872 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.026765 | 1.343353 | 1.874468 | 0.323743 | -0.129959 | -0.130775 | 11.719325 | 0.406965 | 0.6873 | 0.6616 | 0.3841 | nan | nan |
| 2459871 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.410089 | 0.670186 | 1.350223 | 0.565799 | 0.767000 | -0.059878 | 4.490990 | 0.323350 | 0.6936 | 0.6607 | 0.3789 | nan | nan |
| 2459870 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.197021 | 2.652936 | 0.660017 | 0.048565 | -0.237538 | 0.169955 | 15.469011 | 2.309762 | 0.6960 | 0.6628 | 0.3800 | nan | nan |
| 2459869 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.727404 | 7.344309 | 31.438967 | 33.077401 | 9.563067 | 15.876078 | 3.080147 | 0.939347 | 0.6941 | 0.6666 | 0.3815 | nan | nan |
| 2459868 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.188991 | 1.796528 | 1.435795 | 0.128742 | -0.467648 | -0.607723 | 12.027355 | 1.169021 | 0.6858 | 0.6584 | 0.3929 | nan | nan |
| 2459867 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.038503 | 1.223361 | 1.370170 | -0.125777 | -0.563832 | -0.083002 | 8.986097 | 0.594865 | 0.6984 | 0.6628 | 0.3935 | nan | nan |
| 2459866 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.318736 | 1.518077 | 1.226672 | -0.151968 | -0.991576 | -0.807033 | 5.438398 | -0.491307 | 0.6993 | 0.6656 | 0.3846 | nan | nan |
| 2459865 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.395354 | 1.391440 | 18.600494 | 21.867051 | 0.222936 | 0.662294 | 8.789474 | 2.903037 | 0.7248 | 0.6922 | 0.3632 | nan | nan |
| 2459864 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.934635 | 0.967971 | 10.069001 | 11.108828 | -0.258693 | 0.986969 | 19.510752 | 1.043864 | 0.7036 | 0.6661 | 0.4078 | nan | nan |
| 2459863 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.193129 | -0.646340 | -0.399730 | -0.269234 | -0.774338 | -0.908203 | 7.576998 | -0.567131 | 0.6991 | 0.6580 | 0.3988 | nan | nan |
| 2459862 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.662443 | 5.584016 | 28.305346 | 28.257477 | 6.739428 | 11.823296 | -0.361953 | -2.790251 | 0.6764 | 0.6778 | 0.4144 | nan | nan |
| 2459861 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.624453 | -1.195699 | -1.473471 | -1.500416 | -0.734690 | -1.139674 | 6.216195 | -0.381319 | 0.7161 | 0.6751 | 0.4094 | nan | nan |
| 2459860 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.771233 | -0.535883 | 9.646737 | 10.716019 | 0.573078 | 2.339948 | 4.471718 | -0.256802 | 0.7206 | 0.6700 | 0.4113 | nan | nan |
| 2459859 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.952657 | 2.312925 | 2.570002 | 2.289871 | 0.245199 | 0.367694 | -1.547023 | -2.498113 | 0.7125 | 0.6581 | 0.4069 | nan | nan |
| 2459858 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.086612 | 2.585984 | 2.290070 | 2.082399 | -0.068942 | 0.078448 | -1.325751 | -3.890637 | 0.7240 | 0.6648 | 0.4217 | 2.805129 | 2.406199 |
| 2459857 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.166357 | 18.639478 | 20.479587 | 21.422708 | 37.352778 | 52.369484 | 4.891756 | -1.812336 | 0.6985 | 0.6589 | 0.4311 | nan | nan |
| 2459856 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.339817 | 5.429608 | 19.659808 | 19.833933 | 3.724727 | 8.380347 | 0.635339 | -3.064843 | 0.7110 | 0.6754 | 0.4043 | 3.021464 | 2.730250 |
| 2459855 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.537943 | 7.054096 | 22.243652 | 22.673367 | 1.007442 | 2.329922 | -0.472624 | -2.631775 | 0.6899 | 0.6894 | 0.4443 | 3.319798 | 3.020409 |
| 2459854 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.979903 | 7.411568 | 18.500729 | 18.895309 | 1.751165 | 2.242621 | 0.174937 | -2.196586 | 0.7184 | 0.7300 | 0.4355 | 2.778265 | 2.525077 |
| 2459853 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.176780 | 4.758776 | 23.626931 | 23.671368 | 4.243966 | 7.491110 | -0.356607 | -4.085254 | 0.7369 | 0.6659 | 0.4283 | 3.096597 | 2.750481 |
| 2459852 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.008037 | 6.676340 | 23.926988 | 23.529426 | 11.243421 | 14.655352 | 14.836444 | 14.787845 | 0.8000 | 0.7831 | 0.2955 | 6.019140 | 5.141053 |
| 2459851 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459850 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.740937 | 5.118935 | 22.369433 | 22.080416 | 5.767631 | 14.124098 | 2.942601 | 8.888193 | 0.7371 | 0.7332 | 0.3575 | 3.200537 | 2.690806 |
| 2459849 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.925204 | 6.500158 | 43.716389 | 44.050117 | 3.647702 | 8.523749 | -0.360812 | -1.981013 | 0.7319 | 0.7230 | 0.3652 | 3.459421 | 2.986137 |
| 2459848 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.836279 | 6.433545 | 31.684036 | 31.466301 | 8.042037 | 14.510878 | -0.742541 | -2.556065 | 0.7150 | 0.7299 | 0.3791 | 3.122789 | 2.904264 |
| 2459847 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.005746 | 5.676375 | 30.159327 | 29.664362 | 12.872557 | 17.622197 | -0.128328 | -2.873241 | 0.7222 | 0.6633 | 0.4345 | 3.117464 | 2.741076 |
| 2459846 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.207880 | 14.694461 | 22.948974 | 23.157427 | 15.799063 | 16.297801 | 0.863005 | 0.579740 | 0.8294 | 0.6528 | 0.5078 | 2.828434 | 2.741803 |
| 2459845 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.526254 | 5.670887 | 35.566058 | 37.766359 | 3.728280 | 9.358116 | 1.167192 | -2.820781 | 0.7442 | 0.7381 | 0.3752 | 6.831370 | 5.855155 |
| 2459844 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 40.168285 | 43.917645 | 170.111146 | 177.146314 | 89.153515 | 75.529633 | 11.148676 | 27.793170 | 0.8800 | 0.5684 | 0.6148 | nan | nan |
| 2459843 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.094052 | 5.505901 | 16.218429 | 16.980363 | 69.397126 | 74.572512 | 0.012037 | -2.028936 | 0.7490 | 0.7346 | 0.4000 | 4.695228 | 4.074001 |
| 2459839 | RF_maintenance | 100.00% | - | - | - | - | - | 17.024889 | 18.689513 | 122.846704 | 132.959209 | nan | nan | -29.231224 | -30.920487 | nan | nan | nan | nan | nan |
| 2459838 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.660115 | -0.571274 | 6.618657 | 7.922381 | -0.248283 | 0.365954 | 6.728183 | 1.658534 | 0.0573 | 0.0512 | 0.0057 | 0.000000 | 0.000000 |
| 2459836 | RF_maintenance | - | 6.44% | 44.58% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6066 | 0.4507 | 0.4262 | nan | nan |
| 2459835 | RF_maintenance | 100.00% | 0.00% | 91.40% | 0.00% | - | - | 4.878797 | 5.236485 | 11.794119 | 11.904256 | 13.348861 | 10.280058 | -5.155753 | -4.833586 | 0.6999 | 0.3130 | 0.5684 | nan | nan |
| 2459833 | RF_maintenance | 100.00% | 0.00% | 94.09% | 0.00% | - | - | 15.432168 | 16.117749 | 50.883376 | 52.409548 | 111.003921 | 90.995087 | 7.615079 | -3.163348 | 0.7126 | 0.3277 | 0.5753 | nan | nan |
| 2459832 | RF_maintenance | 100.00% | 0.00% | 29.57% | 0.00% | 100.00% | 0.00% | 10.997295 | 12.606926 | 16.046036 | 16.257564 | 8.473974 | 8.221652 | 1.589203 | -0.851799 | 0.7455 | 0.4172 | 0.5782 | 2.916451 | 2.911315 |
| 2459831 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.842656 | 0.025281 | 0.151424 | 0.023793 | -0.584124 | 0.364392 | 3.212472 | 4.612212 | 0.0481 | 0.0515 | 0.0018 | nan | nan |
| 2459830 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.123884 | 13.586281 | 21.230959 | 21.569750 | 26.025624 | 24.480598 | -0.365786 | -3.827264 | 0.1039 | 0.0783 | 0.0113 | 1.274099 | 1.267883 |
| 2459829 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.704247 | 9.904925 | 21.115828 | 21.877220 | 17.904970 | 21.030198 | 5.815049 | -4.488470 | 0.0901 | 0.0842 | 0.0106 | 43.023015 | 23.018940 |
| 2459828 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.770088 | 12.593488 | 16.120606 | 16.560479 | 25.522193 | 24.804059 | 1.072393 | -2.189615 | 0.1024 | 0.0845 | 0.0124 | 1.151943 | 1.155751 |
| 2459827 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.858452 | 7.756523 | 26.675612 | 27.388679 | 15.765824 | 17.885616 | 0.257587 | -2.210737 | 0.0897 | 0.0822 | 0.0105 | 1.228993 | 1.228914 |
| 2459826 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459825 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.288980 | 13.002395 | 16.726595 | 17.180629 | 18.961501 | 18.186813 | 0.274800 | -0.083205 | 0.1030 | 0.0813 | 0.0114 | 1.093987 | 1.093012 |
| 2459824 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.417581 | 4.377690 | 23.206568 | 23.808236 | 10.678485 | 14.645146 | 13.661605 | 9.839828 | 0.0803 | 0.0782 | 0.0093 | 40.683834 | 37.135650 |
| 2459823 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.731094 | 16.075401 | 18.458689 | 18.942022 | 23.963424 | 25.608523 | 14.551610 | 12.636771 | 0.0881 | 0.0779 | 0.0125 | 1.230065 | 1.223340 |
| 2459822 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.788493 | 14.424676 | 20.315212 | 20.779574 | 21.840470 | 21.829972 | -0.140742 | 0.178231 | 0.0968 | 0.0899 | 0.0151 | 1.136877 | 1.136928 |
| 2459821 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.837586 | 16.385271 | 19.839486 | 20.710003 | 20.997010 | 21.419056 | 2.076390 | 2.534745 | 0.1090 | 0.0903 | 0.0141 | 1.175877 | 1.173862 |
| 2459820 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.255869 | 9.579401 | 24.072479 | 24.720555 | 45.670432 | 48.417838 | -0.015967 | -3.581693 | 0.7549 | 0.6376 | 0.4418 | 4.636122 | 5.083795 |
| 2459817 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.947805 | 15.975284 | 16.533257 | 17.138024 | 26.025602 | 26.903732 | 1.731771 | 3.427653 | 0.7848 | 0.6022 | 0.5271 | 2.949205 | 4.260942 |
| 2459816 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.021273 | 10.970738 | 24.088461 | 24.516419 | 33.795211 | 34.216324 | -0.093063 | -3.889375 | 0.8373 | 0.5571 | 0.6151 | 3.386776 | 3.932298 |
| 2459815 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.529131 | 15.376366 | 18.797550 | 19.211019 | 33.402555 | 34.686216 | 4.647580 | 0.304685 | 0.7737 | 0.6088 | 0.5356 | 3.487289 | 3.589427 |
| 2459814 | RF_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 6.655339 | -1.154617 | 0.529367 | -0.268392 | -0.861691 | 0.644040 | -0.590273 | 1.159983 | 6.655339 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 2.310531 | -1.350852 | 0.677402 | -0.404484 | -0.742658 | 0.031335 | -1.305335 | 0.957428 | 2.310531 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 5.530972 | -1.551079 | 0.725549 | -0.271394 | -0.788875 | 0.528239 | -0.652151 | 0.409813 | 5.530972 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 4.925247 | 0.605250 | -1.415339 | -0.726738 | -0.069518 | -0.613080 | 0.726619 | 4.925247 | 1.290101 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Shape | 4.175800 | 4.175800 | 3.875834 | 3.437082 | 3.567336 | 2.907395 | 2.708433 | -3.072933 | -0.626833 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 6.082326 | 0.274421 | -1.337441 | -0.898311 | -0.106534 | -1.264912 | 0.382039 | 6.082326 | 0.713334 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 2.635365 | -1.543071 | 0.202983 | -0.278495 | -0.686274 | 0.302827 | -0.462940 | 0.201247 | 2.635365 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 5.814225 | 0.242672 | -1.630210 | -1.013145 | -0.216457 | -0.592919 | -0.182831 | 5.814225 | 0.829423 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 2.371352 | -1.471190 | 0.112850 | -0.265640 | -0.757313 | 0.562502 | -0.365535 | 1.226182 | 2.371352 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 2.318422 | -1.478264 | 0.523776 | -0.395199 | -0.630097 | 0.506677 | -0.816566 | 0.654613 | 2.318422 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Temporal Variability | 4.442458 | 3.034996 | 3.361676 | 3.349030 | 3.500916 | 3.346933 | 4.442458 | 1.478894 | 1.263200 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 1.720940 | -1.463466 | 1.345781 | 0.651830 | 1.551542 | -0.546536 | -0.081069 | -0.190979 | 1.720940 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 3.844695 | -1.220034 | -0.062851 | -0.358868 | -0.688185 | -0.037948 | -0.381460 | 0.737258 | 3.844695 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 13.254660 | -0.621690 | 0.628333 | 0.656117 | 0.793692 | -0.492928 | -0.814475 | 3.801362 | 13.254660 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 5.579721 | -1.165080 | 1.120921 | -0.009709 | 0.530127 | -0.501412 | -0.279599 | 1.451499 | 5.579721 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 18.162034 | -0.715956 | 1.037592 | 0.671734 | 1.218533 | -0.254453 | -0.705029 | 2.701269 | 18.162034 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 7.045885 | -0.959810 | 0.812426 | 0.393299 | 0.448612 | -0.281781 | -0.393868 | 1.724783 | 7.045885 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Shape | 2.340762 | 2.340762 | 2.248846 | 1.544713 | 1.453347 | -0.886862 | -1.038313 | -3.703245 | -1.614039 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 10.617795 | -0.960476 | 1.292726 | 0.796323 | 0.839873 | -0.600277 | -0.756622 | 2.638457 | 10.617795 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 36.077309 | 5.466127 | 6.371661 | 35.009972 | 36.077309 | 17.869167 | 29.051426 | -0.788618 | -5.427163 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 3.200391 | 0.233547 | 1.156451 | 1.482093 | 0.536057 | 0.111981 | -0.289321 | 3.200391 | 0.476826 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 10.159575 | 1.701132 | 2.185363 | 0.381414 | -0.364015 | 0.478701 | 0.211922 | 10.159575 | 1.644546 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 3.701449 | 0.966721 | 1.410702 | 0.777498 | -0.329518 | -0.440171 | -0.566275 | 3.701449 | -0.009963 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 11.719325 | 1.343353 | 0.026765 | 0.323743 | 1.874468 | -0.130775 | -0.129959 | 0.406965 | 11.719325 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 4.490990 | 0.670186 | 0.410089 | 0.565799 | 1.350223 | -0.059878 | 0.767000 | 0.323350 | 4.490990 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 15.469011 | 0.197021 | 2.652936 | 0.660017 | 0.048565 | -0.237538 | 0.169955 | 15.469011 | 2.309762 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 33.077401 | 6.727404 | 7.344309 | 31.438967 | 33.077401 | 9.563067 | 15.876078 | 3.080147 | 0.939347 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 12.027355 | 1.188991 | 1.796528 | 1.435795 | 0.128742 | -0.467648 | -0.607723 | 12.027355 | 1.169021 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 8.986097 | 1.038503 | 1.223361 | 1.370170 | -0.125777 | -0.563832 | -0.083002 | 8.986097 | 0.594865 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 5.438398 | 1.518077 | 1.318736 | -0.151968 | 1.226672 | -0.807033 | -0.991576 | -0.491307 | 5.438398 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 21.867051 | 2.395354 | 1.391440 | 18.600494 | 21.867051 | 0.222936 | 0.662294 | 8.789474 | 2.903037 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 19.510752 | 0.967971 | 1.934635 | 11.108828 | 10.069001 | 0.986969 | -0.258693 | 1.043864 | 19.510752 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 7.576998 | 1.193129 | -0.646340 | -0.399730 | -0.269234 | -0.774338 | -0.908203 | 7.576998 | -0.567131 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Power | 28.305346 | 6.662443 | 5.584016 | 28.305346 | 28.257477 | 6.739428 | 11.823296 | -0.361953 | -2.790251 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Discontinuties | 6.216195 | -1.195699 | 0.624453 | -1.500416 | -1.473471 | -1.139674 | -0.734690 | -0.381319 | 6.216195 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 10.716019 | 0.771233 | -0.535883 | 9.646737 | 10.716019 | 0.573078 | 2.339948 | 4.471718 | -0.256802 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Shape | 2.952657 | 2.952657 | 2.312925 | 2.570002 | 2.289871 | 0.245199 | 0.367694 | -1.547023 | -2.498113 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Shape | 3.086612 | 2.585984 | 3.086612 | 2.082399 | 2.290070 | 0.078448 | -0.068942 | -3.890637 | -1.325751 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Temporal Variability | 52.369484 | 18.639478 | 18.166357 | 21.422708 | 20.479587 | 52.369484 | 37.352778 | -1.812336 | 4.891756 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 19.833933 | 6.339817 | 5.429608 | 19.659808 | 19.833933 | 3.724727 | 8.380347 | 0.635339 | -3.064843 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 22.673367 | 7.054096 | 7.537943 | 22.673367 | 22.243652 | 2.329922 | 1.007442 | -2.631775 | -0.472624 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 18.895309 | 7.411568 | 7.979903 | 18.895309 | 18.500729 | 2.242621 | 1.751165 | -2.196586 | 0.174937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 23.671368 | 4.758776 | 5.176780 | 23.671368 | 23.626931 | 7.491110 | 4.243966 | -4.085254 | -0.356607 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Power | 23.926988 | 6.008037 | 6.676340 | 23.926988 | 23.529426 | 11.243421 | 14.655352 | 14.836444 | 14.787845 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Power | 22.369433 | 5.740937 | 5.118935 | 22.369433 | 22.080416 | 5.767631 | 14.124098 | 2.942601 | 8.888193 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 44.050117 | 6.925204 | 6.500158 | 43.716389 | 44.050117 | 3.647702 | 8.523749 | -0.360812 | -1.981013 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Power | 31.684036 | 6.433545 | 6.836279 | 31.466301 | 31.684036 | 14.510878 | 8.042037 | -2.556065 | -0.742541 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Power | 30.159327 | 5.676375 | 6.005746 | 29.664362 | 30.159327 | 17.622197 | 12.872557 | -2.873241 | -0.128328 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 23.157427 | 14.207880 | 14.694461 | 22.948974 | 23.157427 | 15.799063 | 16.297801 | 0.863005 | 0.579740 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 37.766359 | 5.670887 | 6.526254 | 37.766359 | 35.566058 | 9.358116 | 3.728280 | -2.820781 | 1.167192 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 177.146314 | 40.168285 | 43.917645 | 170.111146 | 177.146314 | 89.153515 | 75.529633 | 11.148676 | 27.793170 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Temporal Variability | 74.572512 | 5.505901 | 6.094052 | 16.980363 | 16.218429 | 74.572512 | 69.397126 | -2.028936 | 0.012037 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 132.959209 | 18.689513 | 17.024889 | 132.959209 | 122.846704 | nan | nan | -30.920487 | -29.231224 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 7.922381 | -0.571274 | -0.660115 | 7.922381 | 6.618657 | 0.365954 | -0.248283 | 1.658534 | 6.728183 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Variability | 13.348861 | 5.236485 | 4.878797 | 11.904256 | 11.794119 | 10.280058 | 13.348861 | -4.833586 | -5.155753 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Variability | 111.003921 | 16.117749 | 15.432168 | 52.409548 | 50.883376 | 90.995087 | 111.003921 | -3.163348 | 7.615079 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 16.257564 | 10.997295 | 12.606926 | 16.046036 | 16.257564 | 8.473974 | 8.221652 | 1.589203 | -0.851799 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Temporal Discontinuties | 4.612212 | -0.842656 | 0.025281 | 0.151424 | 0.023793 | -0.584124 | 0.364392 | 3.212472 | 4.612212 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Variability | 26.025624 | 12.123884 | 13.586281 | 21.230959 | 21.569750 | 26.025624 | 24.480598 | -0.365786 | -3.827264 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 21.877220 | 9.904925 | 8.704247 | 21.877220 | 21.115828 | 21.030198 | 17.904970 | -4.488470 | 5.815049 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Variability | 25.522193 | 12.593488 | 10.770088 | 16.560479 | 16.120606 | 24.804059 | 25.522193 | -2.189615 | 1.072393 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 27.388679 | 7.858452 | 7.756523 | 26.675612 | 27.388679 | 15.765824 | 17.885616 | 0.257587 | -2.210737 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Variability | 18.961501 | 13.002395 | 12.288980 | 17.180629 | 16.726595 | 18.186813 | 18.961501 | -0.083205 | 0.274800 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Power | 23.808236 | 6.417581 | 4.377690 | 23.206568 | 23.808236 | 10.678485 | 14.645146 | 13.661605 | 9.839828 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Temporal Variability | 25.608523 | 16.075401 | 15.731094 | 18.942022 | 18.458689 | 25.608523 | 23.963424 | 12.636771 | 14.551610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | ee Temporal Variability | 21.840470 | 13.788493 | 14.424676 | 20.315212 | 20.779574 | 21.840470 | 21.829972 | -0.140742 | 0.178231 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Temporal Variability | 21.419056 | 16.385271 | 14.837586 | 20.710003 | 19.839486 | 21.419056 | 20.997010 | 2.534745 | 2.076390 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Temporal Variability | 48.417838 | 9.255869 | 9.579401 | 24.072479 | 24.720555 | 45.670432 | 48.417838 | -0.015967 | -3.581693 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Temporal Variability | 26.903732 | 14.947805 | 15.975284 | 16.533257 | 17.138024 | 26.025602 | 26.903732 | 1.731771 | 3.427653 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Temporal Variability | 34.216324 | 10.970738 | 10.021273 | 24.516419 | 24.088461 | 34.216324 | 33.795211 | -3.889375 | -0.093063 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Temporal Variability | 34.686216 | 15.376366 | 14.529131 | 19.211019 | 18.797550 | 34.686216 | 33.402555 | 0.304685 | 4.647580 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | N02 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |